{"id":"W4378231919","doi":"10.1186/s12944-023-01833-z","title":"International practice patterns of dyslipidemia management in patients with chronic kidney disease under nephrology care: is it time to review guideline recommendations?","year":2023,"lang":"en","type":"article","venue":"Lipids in Health and Disease","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Nephrology; Ezetimibe; Kidney disease; Internal medicine; Dyslipidemia; Lipidology; Guideline; Statin; Medical prescription; Clinical chemistry; Clinical nutrition; Gastroenterology; Disease; Pathology; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000875915,0.0001504639,0.0003935856,0.0002672057,0.00004816003,0.000007205594,0.00009023568,0.00003265387,0.0004597291],"category_scores_gemma":[0.0006412139,0.0001295701,0.00006787688,0.0004312235,0.00001979198,0.0001051322,0.0001070244,0.0001635034,0.00005525233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003554149,"about_ca_system_score_gemma":0.0009382227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002395518,"about_ca_topic_score_gemma":0.00001993272,"domain_scores_codex":[0.9978616,0.0002562392,0.0007270119,0.00039371,0.0004262834,0.0003351523],"domain_scores_gemma":[0.997713,0.00005707359,0.0001573971,0.0004608439,0.0001590355,0.001452632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004521566,0.0009205723,0.2878531,0.03138739,0.0002858327,0.00007065795,0.000614818,0.0001936419,2.553313e-7,0.0003014303,0.4762301,0.1976207],"study_design_scores_gemma":[0.004537373,0.0004011595,0.2532671,0.005014297,0.0001278085,7.31865e-7,0.000200534,0.0002406865,8.205159e-8,0.00003213102,0.7360307,0.0001474101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03856662,0.01468047,0.0004896798,0.9369029,0.0005261842,0.007187149,0.0008327313,0.00007734731,0.0007368941],"genre_scores_gemma":[0.1108437,0.05102443,0.002744347,0.8260377,0.0008504384,0.001031282,0.006305871,0.00008419524,0.001078012],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2598006,"threshold_uncertainty_score":0.5283716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709072378908607,"score_gpt":0.3413904282946743,"score_spread":0.3242997045055883,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}